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Arize AX vs PromptLayer

Arize AX or PromptLayer? Their plans monthly and yearly, the capabilities their makers state, security and latest updates, side by side — read from the makers' own pages.

In short

  • Both: Self-hosted, Traces and evaluates
  • Only Arize AX states: Runs commands, Command line
  • Only PromptLayer states: API, Official SDKs, Builds agents and workflows

Arize AX

Arize AX traces, evaluates, and improves AI agents and applications using observability, issue detection, experiments, and managed agents.

Plans

AX Free

Free

  • 10 issues per month
  • 25k spans per month
  • 1 GB per month
  • 15 days retention
  • SaaS deployment
  • Unlimited users and evals

AX Pro

  • $50 per month
  • 25 issues per month
  • 50k spans per month
  • 10 GB per month
  • 30 days retention
  • SaaS deployment
  • Unlimited users and evals

AX Enterprise

Price on request

  • Unlimited signal issues
  • Custom span volume
  • Custom ingestion volume
  • Custom retention
  • SaaS or self-hosted deployment
  • Unlimited users and evals

Prices checked 2026-09-25 on the maker’s page.

Capabilities

  • Runs commands — “Start in your terminal” source
  • Command line — “Start in your terminal” source
  • Self-hosted — “SaaS or Self-Hosted” source
  • Traces and evaluates — “The agent observability and evaluation platform.” source

Security

  • SOC 2 Type II — “Arize AI Announces SOC 2 Type II Certification” source
  • SOC 2 — “Arize AI Announces SOC 2 Type II Certification” source
  • ISO 27001 — “ISO/IEC 27001 Certified” source
  • GDPR — “GDPR Compliant” source
  • HIPAA — “HIPAA Compliant” source
  • Data kept in the EU — “Arize AI: Support for EU Data Residency” source

Latest updates

About Arize AX

PromptLayer

PromptLayer helps AI teams manage prompts, run evaluations, trace agents, and monitor LLM application usage.

Plans

Free

Free

  • 5 users
  • 2.5k/month requests
  • 1 workspace
  • 250/month Eval Cell Executions
  • 10MB max per Dataset

Pro

  • $49 per month
  • Same limits as in Free, plus
  • Unlimited Playgrounds
  • Unlimited Workspaces
  • 150MB max per Dataset

Team

  • $500 per month
  • 25 Users
  • 100k+/month Requests
  • 7.5k+/month Eval Cell Executions
  • 1GB max per Dataset

Enterprise

Price on request

  • Custom limits on everything
  • Role Based Access Controls
  • Deployment Approvals
  • HIPAA with BAA
  • Flexible Hosting Options
  • Dedicated Support

Prices checked 2026-09-26 on the maker’s page.

Capabilities

  • Self-hosted — “Enterprise Self-hosted, managed single-tenant” source
  • API — “PromptLayer provides versioned prompts, programmatic APIs, webhooks, and evaluation workflows for controlled CI/CD releases.” source
  • Official SDKs — “Treat prompt versions like deployable software artifacts: retrieve them through an SDK or REST API, run regression evaluations when they change, and promote release labels only after checks pass.” source
  • Builds agents and workflows — “Build, trace, and improve agent workflows with prompts, tool calls, evaluations, and logs in one place.” source
  • Traces and evaluates — “Connect production traces to prompt versions, inspect failures, and track cost, latency, and token usage.” source

Latest updates

  • Deployment 1

    General performance and stability improvements

  • Deployment 1

    Structured Search accepts Ctrl+Enter; FOR_LOOP column variable mappings are preserved; multi-value badges handle overflow and text wrapping.

  • Deployment 1

    Added Gemini 3.8 Flash support across Google AI Studio, Vertex AI, and OpenRouter; updated GPT-5.6 Sol and Sol Pro pricing.

About PromptLayer